In the early stages of an epidemic, access to information about emerging cases is critical for health care workers trying to control the spread of disease. Twitter updates from the first several months of a cholera epidemic in Haiti indicated a growth in cases that matched official reports. Data from informal sources show great potential as a complementary resource for the early containment of infectious diseases.